Deep Learning Methods for Lung Cancer Segmentation in Whole-Slide Histopathology Images - The ACDC@LungHP Challenge 2019

Accurate segmentation of lung cancer in pathology slides is a critical step in improving patient care. We proposed the ACDC@LungHP (Automatic Cancer Detection and Classification in Whole-slide Lung Histopathology) challenge for evaluating different computer-aided diagnosis (CADs) methods on the auto...

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Main Authors:	Chen, H. (Author), Chen, Y.-C (Author), Hong, Y. (Author), Jiang, Y. (Author), Jung, H. (Author), Khanagha, V. (Author), Ko, J. (Author), Lee, B. (Author), Li, D. (Author), Li, N. (Author), Li, Y. (Author), Li, Z. (Author), Litjens, G. (Author), Liu, L. (Author), Liu, Y. (Author), Liu, Z. (Author), Maevskikh, P. (Author), Schuffler, P.J (Author), Sun, S. (Author), Sun, X. (Author), Tan, T. (Author), Tang, Y. (Author), Teng, X. (Author), Wang, C.-W (Author), Xiao, Y. (Author), Yan, J. (Author), Yu, L. (Author), Yu, Q. (Author), Yurovskiy, V. (Author), Zhang, J. (Author), Zhang, Q. (Author), Zhao, H. (Author), Zheng, Y. (Author)
Format:	Article
Language:	English
Published:	Institute of Electrical and Electronics Engineers Inc. 2021
Subjects:	adenocarcinoma adult aged Article artificial intelligence Artificial intelligence Automatic diagnosis Biological organs Cancer detection computer aided design Computer aided diagnosis computer assisted diagnosis convolutional neural network convolutional neural networks deep learning Deep learning Deep Learning Diagnosis, Computer-Assisted diagnostic imaging Dice coefficient Diseases eosin hematoxylin histopathology human human tissue Humans image analysis Image segmentation interrater reliability Learning methods Learning systems Learning-based methods lung cancer Lung Neoplasms lung tumor major clinical study measurement accuracy measurement precision Multi-model method patient care sensitivity and specificity small cell carcinoma squamous cell carcinoma Statistical tests Training image Whole slide imaging (WSI)
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Deep Learning Methods for Lung Cancer Segmentation in Whole-Slide Histopathology Images - The ACDC@LungHP Challenge 2019

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